Autonomous driving paper index
A Review of 4D Millimeter-Wave Radar-Based Automotive Perception Technology Research
One-line summary
4D millimeter-wave radar, with its four-dimensional measurement capabilities encompassing range, azimuth, elevation, and Doppler velocity, has overcome the elevation perception limitations of traditional 3D millimeter-wave radar.
Engineering notes
Key topics: autonomous driving, occupancy, point cloud, radar, perception. See the paper for implementation details and experimental results.
Chinese explanation / 中文解读
中文解读待补充：本站会优先为端到端自动驾驶、BEV感知、3D目标检测、轨迹预测、路径规划、LiDAR感知等高价值论文补充中文说明。
Original abstract
4D millimeter-wave radar, with its four-dimensional measurement capabilities encompassing range, azimuth, elevation, and Doppler velocity, has overcome the elevation perception limitations of traditional 3D millimeter-wave radar. Owing to its all-weather operation, high robustness, and cost advantages, it has emerged as a core sensor in the field of automotive intelligent perception. This paper systematically reviews the latest research progress in 4D millimeter-wave radar automotive perception technology, introduces common detection and semantic occupancy methods from two perspectives—raw tensor data and point cloud data—and discusses future development trends.
Links and sources
Need this topic turned into a technical roadmap?
Full Self Driving can prepare a custom autonomous driving literature review, code map, dataset map, and B2B technology assessment.
Request B2B research
Comments